{"id":"W2092431994","doi":"10.2355/isijinternational.51.958","title":"Formation of Ultrafine Grained Dual Phase Steels through Rapid Heating","year":2011,"lang":"en","type":"article","venue":"ISIJ International","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cementite; Materials science; Microstructure; Metallurgy; Dual-phase steel; Nucleation; Austenite; Annealing (glass); Carbide; Ferrite (magnet); Work hardening; Thermomechanical processing; Hardening (computing); Composite material; Martensite","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001551385,0.0002434004,0.0001837422,0.0001986886,0.0001248548,0.0002097945,0.0003296982,0.000241859,0.0006160141],"category_scores_gemma":[0.0001548998,0.000221055,0.0002019819,0.00008602157,0.0002636495,0.0002282708,0.0002107842,0.000301616,0.0002734759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003126567,"about_ca_system_score_gemma":0.0001501259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003876997,"about_ca_topic_score_gemma":0.001457673,"domain_scores_codex":[0.9998719,0.000008923503,0.000006715653,0.00003315281,0.00005732216,0.00002201056],"domain_scores_gemma":[0.9998587,0.00001215767,0.00004629836,0.00002583989,0.00003487216,0.0000221038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001598623,0.000006867164,0.0001049609,0.00002811778,0.000003184046,0.00002988883,0.00001847931,0.0002262694,0.9982186,0.0002663835,0.00002377379,0.001057484],"study_design_scores_gemma":[0.00001306631,0.0001639427,0.00147764,0.00000248128,0.000005793938,0.0001038633,0.000007321787,0.002282306,0.9938301,0.00006692831,0.002040828,0.000005729774],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713444,0.0004810041,0.02561386,0.000033249,0.00003255004,0.000050242,0.00007798266,0.0002079845,0.002158791],"genre_scores_gemma":[0.9743258,0.000128321,0.02314847,0.00001269328,0.000006725988,0.00001930575,0.0001071237,0.00003267929,0.002218842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006160141,"threshold_uncertainty_score":0.002268493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03696927944305944,"score_gpt":0.246504510193108,"score_spread":0.2095352307500486,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}